{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\apbarret\\Anaconda3\\lib\\site-packages\\IPython\\core\\magics\\pylab.py:160: UserWarning: pylab import has clobbered these variables: ['cm', 'colors']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n",
      "  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
     ]
    }
   ],
   "source": [
    "#%matplotlib notebook\n",
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib.lines as mlines\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "\n",
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy.feature as cfeature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_yang_updated_coords(id):\n",
    "    ediri = r'C:\\Users\\apbarret\\Documents\\data\\Arctic_precip'\n",
    "    filepath = os.path.join(ediri,'yang_np_precip_updated_coords_{:02d}.csv'.format(id))\n",
    "    df = pd.read_csv(filepath, header=0, parse_dates={'Date': [0]})\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DP</th>\n",
       "      <th>Date</th>\n",
       "      <th>Dtc</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>ND</th>\n",
       "      <th>NP</th>\n",
       "      <th>Pc</th>\n",
       "      <th>Pg</th>\n",
       "      <th>Tmn</th>\n",
       "      <th>Ug</th>\n",
       "      <th>snow%</th>\n",
       "      <th>traceC</th>\n",
       "      <th>windC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>10.0</td>\n",
       "      <td>1979-02-01</td>\n",
       "      <td>17.0</td>\n",
       "      <td>74.941061</td>\n",
       "      <td>189.863485</td>\n",
       "      <td>28.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>9.7</td>\n",
       "      <td>5.4</td>\n",
       "      <td>-28.6</td>\n",
       "      <td>3.3</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1979-03-01</td>\n",
       "      <td>23.0</td>\n",
       "      <td>75.067756</td>\n",
       "      <td>188.768526</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>10.7</td>\n",
       "      <td>4.5</td>\n",
       "      <td>-28.3</td>\n",
       "      <td>3.6</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>3.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1979-04-01</td>\n",
       "      <td>24.0</td>\n",
       "      <td>74.890000</td>\n",
       "      <td>187.775870</td>\n",
       "      <td>30.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.9</td>\n",
       "      <td>-24.0</td>\n",
       "      <td>3.1</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1979-05-01</td>\n",
       "      <td>16.0</td>\n",
       "      <td>75.248929</td>\n",
       "      <td>185.578095</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>21.6</td>\n",
       "      <td>10.8</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>9.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1979-06-01</td>\n",
       "      <td>21.0</td>\n",
       "      <td>75.613030</td>\n",
       "      <td>182.052045</td>\n",
       "      <td>30.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>9.2</td>\n",
       "      <td>5.7</td>\n",
       "      <td>-2.5</td>\n",
       "      <td>3.6</td>\n",
       "      <td>29.8</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      DP       Date   Dtc        Lat         Lon    ND    NP    Pc    Pg  \\\n",
       "58  10.0 1979-02-01  17.0  74.941061  189.863485  28.0  22.0   9.7   5.4   \n",
       "59   7.0 1979-03-01  23.0  75.067756  188.768526  31.0  22.0  10.7   4.5   \n",
       "60   5.0 1979-04-01  24.0  74.890000  187.775870  30.0  22.0   6.8   2.9   \n",
       "61  14.0 1979-05-01  16.0  75.248929  185.578095  31.0  22.0  21.6  10.8   \n",
       "62   8.0 1979-06-01  21.0  75.613030  182.052045  30.0  22.0   9.2   5.7   \n",
       "\n",
       "     Tmn   Ug  snow%  traceC  windC  \n",
       "58 -28.6  3.3  100.0     1.7    2.6  \n",
       "59 -28.3  3.6  100.0     2.3    3.9  \n",
       "60 -24.0  3.1  100.0     2.4    1.5  \n",
       "61  -9.0  3.6  100.0     1.6    9.2  \n",
       "62  -2.5  3.6   29.8     2.1    1.4  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat([read_yang_updated_coords(id) for id in [22,24,25,26,27,28,29,30,31]])\n",
    "df = df.dropna(how='all')\n",
    "df_satt = df[df.Date > '1979']\n",
    "df_satt.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_satt.to_csv('yang_precip_with_updated_coords.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ediri = r'C:\\Users\\apbarret\\Documents\\data\\Arctic_precip'\n",
    "efile = r'NPP-yang_copy_apb.xls'\n",
    "df = pd.read_excel(os.path.join(ediri, efile), sheet_name='monthly-all', header=0, skiprows=[1,2,3], \n",
    "                   na_values='-', usecols=14)\n",
    "df = df.dropna(how='all')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get Arctic Ocean mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def landmask(region):\n",
    "    \n",
    "    import xarray as xr\n",
    "    import os\n",
    "\n",
    "    mdiri = r\"C:\\Users\\apbarret\\Documents\\data\\ancillary\"\n",
    "    mfili = r\"arctic_mask_1x1deg.nc\"\n",
    "    ds = xr.open_dataset(os.path.join(mdiri,mfili))\n",
    "    \n",
    "    if (region == 'arctic_ocean'):\n",
    "        return ds['arctic_mask'].where(ds['arctic_mask'] >= 6)*0.+ 1 #Includes small Arctic islands\n",
    "    elif (region == 'antarctic_ocean'):\n",
    "        return ds['arctic_mask'].where((ds['arctic_mask'] == 0) & (ds['lat'] <= -50))*0. + 1\n",
    "    else:\n",
    "        print (\"landmask: Unknown region\")\n",
    "        return None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get locations for sattellite period"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "df_satt = df[df['YY'] >= 79]\n",
    "df_satt.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbf143c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20,20))\n",
    "\n",
    "# get mask\n",
    "mask = landmask('arctic_ocean')\n",
    "mask_proj = ccrs.PlateCarree()\n",
    "mask_extent = (-180, 180, -90, 90)\n",
    "\n",
    "map_proj = ccrs.Orthographic(0, 90)\n",
    "\n",
    "# Set colormap\n",
    "colors = [(0,0,0),(0.5,0.5,0.5)]\n",
    "cm = LinearSegmentedColormap.from_list('cm_binary', colors, N=len(colors))\n",
    "\n",
    "\n",
    "# Define Arctic circle\n",
    "arcrcl_lat = np.ones(360)*66.5\n",
    "arcrcl_lon = np.arange(0.,360.,1.)\n",
    "\n",
    "\n",
    "land_fill = cfeature.NaturalEarthFeature('physical', 'land', '50m',\n",
    "                                        edgecolor=None,\n",
    "                                        facecolor=cfeature.COLORS['land'])\n",
    "land_edge = cfeature.NaturalEarthFeature('physical', 'land', '50m',\n",
    "                                        edgecolor='k',\n",
    "                                        facecolor='none')\n",
    "\n",
    "ax1 = plt.subplot(1, 2, 1, projection=map_proj)\n",
    "ax1.set_extent([-180,180.,60.,90.], ccrs.PlateCarree())\n",
    "#ax1.add_feature(cfeature.OCEAN)\n",
    "ax1.add_feature(land_fill)\n",
    "ax1.add_feature(land_edge, zorder=3)\n",
    "\n",
    "ax1.gridlines()\n",
    "\n",
    "mask.plot(ax=ax1, vmin=0., vmax=1., add_colorbar=False, \n",
    "                 cmap=cm, transform=mask_proj, zorder=2)\n",
    "#ax1.imshow(arctic_mask, vmin=0., vmax=1., origin='upper',\n",
    "#           cmap=cm, transform=mask_proj, extent=mask_extent, zorder=2)\n",
    "\n",
    "ax1.plot(arcrcl_lon, arcrcl_lat, transform=ccrs.Geodetic(), linestyle='--', lw=2., color='0.3')\n",
    "\n",
    "xy = map_proj.transform_points(ccrs.PlateCarree(), df_satt['Lon'].values, df_satt['Lat'].values)\n",
    "\n",
    "ax1.scatter(xy[:,0], xy[:,1], zorder=4, label='NPP observation')\n",
    "\n",
    "patch = mpatches.Patch(color=colors[1], label='Arctic Ocean Domain')\n",
    "circle = mlines.Line2D([], [], color='blue', marker='o', linestyle='None',\n",
    "                       markersize=10, label='NPP Observation')\n",
    "ax1.legend(handles=[patch, circle], loc=3, fontsize=15)\n",
    "\n",
    "\n",
    "fig.savefig(os.path.join(r\"C:\\Users\\apbarret\\Documents\\Papers\\Snow_on_seaice_precip\\Figures\",'arctic_ocean_domain.png'),\n",
    "            bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
